A3Bench: an audience-aligned multilingual benchmark for video audience insights understanding
A3Bench is introduced, an audience-aligned benchmark for evaluating video audience insights with large-scale videos and high-quality multilingual comments and Cognition Interaction of Thought (CIoT), a structured reasoning framework that emulates key aspects of cognitive processes is proposed.